Uncovering & monitoring
causal chains
for equity research.

A financial knowledge graph that traces real-world events through their causal consequences — so equity analysts read forward-looking trade ideas instead of assembling them by hand.

A three-step
agent-first
framework.

Instead of sending analysts to hunt for data, we flip the workflow: data finds its way through a continuously-updated graph, and the graph finds the analyst.

01

Constant parallel ingestion

News streams, SEC filings, satellite passes, vessel tracks, weather, disaster alerts, proprietary research — pushed onto an event bus as they happen.

02

Into one knowledge graph

Every event is extracted, typed, and linked against the live graph of entities, sectors, supply chains, and prior causal hypotheses.

03

Agent-generated reports

Agents walk the graph forward from each new event, score the causal chains, and surface reports with cited evidence — in minutes, not weeks.

Ninety minutes,
from strike to signal.

This is a real walkthrough from our anchor partner environment. An external event enters the system; agents propagate it through the graph; the analyst receives a scored, cited report before the market has finished reacting.

T+0:0001

A long-range missile strikes a high-value urban military target.

T+5:0002

Listeners find and analyze videos of the strike from Twitter.

T+15:0003

Ingest early reporting from wire services; dedupe and classify.

T+20:0004

Pre-set Quickdraw scenarios match. Signals propagate through the graph.

T+90:0005

Satellite imagery confirms damage. Report delivered with cited evidence.

Trace dependencies
all the way down.

Every ticker in the graph carries its own supply-chain DAG — raw materials, suppliers, factories, hubs. When a disruption lands anywhere upstream, the graph knows which tickers to watch and how exposed they are.

Validated where it
matters.

Over the past year we've run structured interviews with quants and equity analysts from top desks. The product direction is built on what they told us.

Jane Street
JP Morgan
Goldman Sachs
Wells Fargo
Deutsche Bank
Brookfield Asset Management
Jane Street
JP Morgan
Goldman Sachs
Wells Fargo
Deutsche Bank
Brookfield Asset Management

Our other ventures

The frontier of AI.
Across industries.

Investment research is our main focus. We’re also bringing our work in AI to personal style and recruiting, through two additional ventures.

Stop looking
backwards.

We're running pilots with a small set of institutional firms. If your research team is spending weeks on what should take hours, tell us.

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